Energy & Sustainability
Real-time load · grid mix · carbon · intensity vs target · ML-driven peak shaving
M52· Autoencoder sensor-failure detector
Energy / Watt
0.030 kWh
-1.4%best-in-class 0.028
Cost / kWh
$0.142
+8.2%peak window · 14:00–20:00
Renewable share
55%
+3.4%target 60% by 2030
Carbon / Watt
10.1 g
-2.1%grid 331 g/kWh
Carbon (run)
2.23 t
-1%CO₂e cumulative
Battery SOC
64%
0%410 kWh available
24h plant load · solar self-consumption · forecastpeak window 14:00–20:00
Grid mix · scope 2 carbon
- Solar (on-site)28%
- Wind PPA22%
- Grid (coal)31%
- Grid (gas)14%
- Hydro PPA5%
Energy intensity vs target (kWh / W produced)
Peak shaving copilot
MPC dispatches battery + defers non-critical loads during peak tariff window.
Tariff now$0.142/kWh
Battery SOC64% · 410 kWh
Deferrable load186 kW
Projected save$286/h
Per-station energy intensity
causal Δ vs baseline Sub-meters · live load
- Diffusion furnaces412 kWnominal-1.2%
- PECVD chambers286 kWnominal+0.4%
- Lamination presses198 kWtrending high+2.8%
- HVAC + cleanroom142 kWnominal-0.6%
- Compressed-air comp.88 kWnominal0%
- Lighting + IT54 kWnominal0%
Utility consumption · run cumulative
Electricity
6,740 kWh12.48 kWh/module · benchmark 12.4 (1% worse)
Nitrogen
84,300 L156.00 L/module · benchmark 160 (3% better)
Compressed air
162,500 L301.00 L/module · benchmark 305 (1% better)
DI water
2,180 L4.00 L/module · benchmark 4.2 (5% better)
Energy anomalies (24h)
- T+2h14mM52Lamination press 2 drew 18% above baseline for 4 minENERGY_SPIKE
- T+5h02mM08Compressed-air loss 6.2 L/min — likely manifold leak near PRINTAIR_LEAK
- T+7h41mDiffusion N₂ purge cycle 11% longer than recipe targetN2_OVERPURGE